The graph represents a network of 7,132 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 08 April 2022 at 14:43 UTC.
The requested start date was Friday, 08 April 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 18-hour, 5-minute period from Monday, 04 April 2022 at 15:51 UTC to Thursday, 07 April 2022 at 09:56 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Author Description
Vertices : 7132
Unique Edges : 5400
Edges With Duplicates : 11123
Total Edges : 16523
Number of Edge Types : 5
Mentions : 3292
Retweet : 4486
MentionsInRetweet : 6635
Tweet : 1970
Replies to : 140
Self-Loops : 2089
Reciprocated Vertex Pair Ratio : 0.0481693224668532
Reciprocated Edge Ratio : 0.0919113380526865
Connected Components : 1386
Single-Vertex Connected Components : 560
Maximum Vertices in a Connected Component : 3189
Maximum Edges in a Connected Component : 10395
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.572081
Graph Density : 0.000169431564866551
Modularity : 0.508059
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,132 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 08 April 2022 at 14:43 UTC.
The requested start date was Friday, 08 April 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 18-hour, 5-minute period from Monday, 04 April 2022 at 15:51 UTC to Thursday, 07 April 2022 at 09:56 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #stem
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[417] ø,ø [271] ù,ø [270] ø,ù [185] ù,ù [177] #stem,#stemeducation [172] ãƒ,ム[150] #stem,#steam [148] gave,kred [148] kred,#influence [112] eli_krumova,gave Top Word Pairs in Tweet in G1:
[125] ãƒ,ム[116] ø,ø [66] ø,ù [62] ù,ø [57] #stem,#steam [36] #stem,#stemeducation [36] ù,ù [33] #science,#stem [27] #math,#stem [23] ペã,ムTop Word Pairs in Tweet in G2:
[50] î,î [50] ø,ø [40] ø,ù [39] ãƒ,ム[33] ù,ù [30] ù,ø [25] #stem,#stemeducation [21] #stem,#steam [19] learn,more [17] #science,#stem Top Word Pairs in Tweet in G3:
[148] gave,kred [148] kred,#influence [112] eli_krumova,gave [74] #ai,#ml [67] artificial,intelligence [64] #womeninstem,#womenintech [63] #artificialintelligence,#ai [63] #stem,#python [60] #python,#micropython [59] #stem,#womeninstem Top Word Pairs in Tweet in G4:
[15] crossing,gender [15] gender,gap [15] gap,tech [15] tech,inspire [15] inspire,more [15] more,women [15] women,embrace [15] embrace,#stem [15] #stem,forbes [14] tamaramccleary,crossing Top Word Pairs in Tweet in G5:
[33] #stem,educators [32] hello,twitter [32] twitter,looking [32] looking,connections [32] connections,elementary [32] elementary,#stem [32] educators,one [32] one,know [32] know,anyone [32] anyone,please Top Word Pairs in Tweet in G6:
[37] #competes,act [34] #stem,#phd [30] green,card [26] #phd,green [22] immigration,provisions [21] card,cap [21] cap,exemption [20] #stem,#phds [17] housescience,repebj [17] provisions,final Top Word Pairs in Tweet in G7:
[23] south,west [23] west,virtual [21] virtual,industry [19] come,chat [17] industry,career [17] career,expo [12] stem,south [12] stemsouthwest_,chatting [11] #stemsouthwest22,event [11] guidance,counsellors Top Word Pairs in Tweet in G8:
[9] stemalliance_eu,ibm [9] create,#stem [9] #stem,lesson [9] #sdc22,competition [8] join,stemalliance_eu [8] stemalliance_eu,#steamit_project [8] #steamit_project,#sdc22 [8] competition,✠[8] âœ,touch [8] touch,#stem Top Word Pairs in Tweet in G9:
[14] book,talks [9] #nsta22,houston [8] join,#nsta [8] #nsta,month [8] month,normalizing [8] normalizing,exceptionalities [8] exceptionalities,#science [8] #science,#stem [8] #stem,teaching [8] teaching,virtual Top Word Pairs in Tweet in G10:
[12] girls,#stem [12] #stem,yes [12] yes,please [12] please,side [12] side,note [12] note,used [12] used,wear [12] wear,bows [12] bows,hair [12] hair,nonstop Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: